Abstract : A novel new method is introduced ‐ "unsupervised spike learning" ‐ which predicts spikes in price time series instead of price movement and direction. Three rewarding high‐frequency trading strategies are developed and backtested by Kang Gao, Wayne Luk, and Stephen Weston.